PitfallCost & Apps

Shopify Audiences Burned $2,000 With Zero Conversions

Algorithmic audiences. Algorithmically bad results.

๐Ÿ‡จ๐Ÿ‡ฆ TorontoShopยทTorontoยทJuly 12, 2026ยท4 min read

Let me start by saying: this was entirely avoidable.

Turns out the checkout flow was corrupted. The most frustrating part? It had been broken for weeks.

What Nobody Tells You

The app froze and it disabled payments. Turns out the theme file was corrupted. I audit every day.

Turns out the setting was corrupted. Eventually I cleared the cache and everything worked again. Eventually I uninstalled the app and the problem was resolved. The most confusing part? I found out from a customer.

โš ๏ธ Warning: The most unbelievable part? The fix took 30 seconds.

The Numbers

Shopify broke and it confused customers. What bothers me is there was no warning.

โœ… Pro tip: Turns out the code was incompatible.

Why This Matters

I spent 3 months trying to debug what was happening. I audit monthly. Eventually I reverted the change and everything worked again. Eventually I found a workaround and everything worked again.

The reality: testing your own store is the only safety net.

Trust nothing, test everything. Especially after updates. Especially on mobile. Especially at 2 AM.

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